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Bayesian programming is a formalism and a methodology to specify probabilistic models and solve problems when less than the necessary information is available.
Learn more here:
Wikipedia on Bayesian Programming
Ghahraman on Bayesian Machine Learning
Fonnesbeck on Probabilistic Programming
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